Yes, you have to claim this as a rental expense. You may not declare this amount as if it were not a rental.
If you pay Mortgage Interest Expense on a Rental Property, the only place the IRS will allow you to deduct it is Schedule E.
You may only use the Mortgage Interest Deduction on Schedule A for personal use properties.